{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "test.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyO3bxMPl5ocm+Va8uBh1qWa",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/xyt556/AHP/blob/master/test.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gebe9K9HuToL",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 239
        },
        "outputId": "4499a93f-9d19-46e5-d929-627f9b232041"
      },
      "source": [
        "import ee\n",
        "print(ee.__version__)\n",
        "# ee.Authenticate()\n",
        "ee.Initialize()\n",
        "import datetime\n",
        "ee_date = ee.Date('2020-01-01')\n",
        "py_date = datetime.datetime.utcfromtimestamp(ee_date.getInfo()['value']/1000.0)\n",
        "py_date = datetime.datetime.utcnow()\n",
        "ee_date = ee.Date(py_date)\n",
        "print(\"ok\")\n",
        "# Load a Landsat image.\n",
        "img = ee.Image('LANDSAT/LT05/C01/T1_SR/LT05_034033_20000913')\n",
        "\n",
        "# Print image object WITHOUT call to getInfo(); prints serialized request instructions.\n",
        "print(img)\n",
        "print()\n",
        "# Print image object WITH call to getInfo(); prints image metadata.\n",
        "print(img.getInfo())\n"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0.1.226\n",
            "ok\n",
            "ee.Image({\n",
            "  \"type\": \"Invocation\",\n",
            "  \"arguments\": {\n",
            "    \"id\": \"LANDSAT/LT05/C01/T1_SR/LT05_034033_20000913\"\n",
            "  },\n",
            "  \"functionName\": \"Image.load\"\n",
            "})\n",
            "\n",
            "{'type': 'Image', 'bands': [{'id': 'B1', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': -32768, 'max': 32767}, 'dimensions': [7961, 7301], 'crs': 'EPSG:32613', 'crs_transform': [30, 0, 270285, 0, -30, 4414815]}, {'id': 'B2', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': -32768, 'max': 32767}, 'dimensions': [7961, 7301], 'crs': 'EPSG:32613', 'crs_transform': [30, 0, 270285, 0, -30, 4414815]}, {'id': 'B3', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': -32768, 'max': 32767}, 'dimensions': [7961, 7301], 'crs': 'EPSG:32613', 'crs_transform': [30, 0, 270285, 0, -30, 4414815]}, {'id': 'B4', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': -32768, 'max': 32767}, 'dimensions': [7961, 7301], 'crs': 'EPSG:32613', 'crs_transform': [30, 0, 270285, 0, -30, 4414815]}, {'id': 'B5', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': -32768, 'max': 32767}, 'dimensions': [7961, 7301], 'crs': 'EPSG:32613', 'crs_transform': [30, 0, 270285, 0, -30, 4414815]}, {'id': 'B6', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': -32768, 'max': 32767}, 'dimensions': [7961, 7301], 'crs': 'EPSG:32613', 'crs_transform': [30, 0, 270285, 0, -30, 4414815]}, {'id': 'B7', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': -32768, 'max': 32767}, 'dimensions': [7961, 7301], 'crs': 'EPSG:32613', 'crs_transform': [30, 0, 270285, 0, -30, 4414815]}, {'id': 'sr_atmos_opacity', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': -32768, 'max': 32767}, 'dimensions': [7961, 7301], 'crs': 'EPSG:32613', 'crs_transform': [30, 0, 270285, 0, -30, 4414815]}, {'id': 'sr_cloud_qa', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'dimensions': [7961, 7301], 'crs': 'EPSG:32613', 'crs_transform': [30, 0, 270285, 0, -30, 4414815]}, {'id': 'pixel_qa', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 65535}, 'dimensions': [7961, 7301], 'crs': 'EPSG:32613', 'crs_transform': [30, 0, 270285, 0, -30, 4414815]}, {'id': 'radsat_qa', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'dimensions': [7961, 7301], 'crs': 'EPSG:32613', 'crs_transform': [30, 0, 270285, 0, -30, 4414815]}], 'id': 'LANDSAT/LT05/C01/T1_SR/LT05_034033_20000913', 'version': 1538944486718967, 'properties': {'IMAGE_QUALITY': 9, 'SATELLITE': 'LANDSAT_5', 'SOLAR_AZIMUTH_ANGLE': 141.401031, 'CLOUD_COVER': 0, 'WRS_PATH': 34, 'EARTH_SUN_DISTANCE': 1.005947, 'system:time_start': 968865725989, 'LANDSAT_ID': 'LT05_L1TP_034033_20000913_20160918_01_T1', 'SENSING_TIME': '2000-09-13T17:22:05.9890880Z', 'ESPA_VERSION': '2_19_0c', 'SOLAR_ZENITH_ANGLE': 41.934059, 'system:footprint': {'type': 'LinearRing', 'coordinates': [[-107.02869086291923, 39.84432363800019], [-107.07980980087045, 39.85126661965529], [-107.08652717633666, 39.849697643108755], [-107.0897758455212, 39.8405819578208], [-107.11182940314823, 39.7707179631659], [-107.21879155445666, 39.413849310454374], [-107.37259194928556, 38.891052103694385], [-107.52433643751696, 38.368081812423796], [-107.55395385669085, 38.263097139745526], [-107.56063282665062, 38.23679490602129], [-107.55934893818782, 38.23317297774577], [-105.49311751312952, 37.930606804132815], [-105.48965894759056, 37.939600449971515], [-105.4779323992155, 37.97426299040739], [-105.4665343056877, 38.00837900396258], [-105.29373593893524, 38.543204771752215], [-105.00027724293751, 39.443187322446825], [-104.96794099898516, 39.54191304485849], [-107.02869086291923, 39.84432363800019]]}, 'WRS_ROW': 33, 'GEOMETRIC_RMSE_MODEL_Y': 3.358, 'LEVEL1_PRODUCTION_DATE': 1474209899000, 'CLOUD_COVER_LAND': 0, 'GEOMETRIC_RMSE_MODEL_X': 2.493, 'system:asset_size': 365532987, 'GEOMETRIC_RMSE_MODEL': 4.182, 'SR_APP_VERSION': 'LEDAPS_3.2.0', 'PIXEL_QA_VERSION': 'generate_pixel_qa_1.5.0', 'system:index': 'LT05_034033_20000913'}}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "10OMUSNdzhrt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 360
        },
        "outputId": "756c44de-7ae5-4ada-c676-30dc0bcdc55e"
      },
      "source": [
        "import matplotlib\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "from skimage import data, img_as_float\n",
        "from skimage import exposure\n",
        "\n",
        "\n",
        "matplotlib.rcParams['font.size'] = 8\n",
        "\n",
        "\n",
        "def plot_img_and_hist(image, axes, bins=256):\n",
        "    \"\"\"Plot an image along with its histogram and cumulative histogram.\n",
        "\n",
        "    \"\"\"\n",
        "    image = img_as_float(image)\n",
        "    ax_img, ax_hist = axes\n",
        "    ax_cdf = ax_hist.twinx()\n",
        "\n",
        "    # Display image\n",
        "    ax_img.imshow(image, cmap=plt.cm.gray)\n",
        "    ax_img.set_axis_off()\n",
        "\n",
        "    # Display histogram\n",
        "    ax_hist.hist(image.ravel(), bins=bins, histtype='step', color='black')\n",
        "    ax_hist.ticklabel_format(axis='y', style='scientific', scilimits=(0, 0))\n",
        "    ax_hist.set_xlabel('Pixel intensity')\n",
        "    ax_hist.set_xlim(0, 1)\n",
        "    ax_hist.set_yticks([])\n",
        "\n",
        "    # Display cumulative distribution\n",
        "    img_cdf, bins = exposure.cumulative_distribution(image, bins)\n",
        "    ax_cdf.plot(bins, img_cdf, 'r')\n",
        "    ax_cdf.set_yticks([])\n",
        "\n",
        "    return ax_img, ax_hist, ax_cdf\n",
        "\n",
        "\n",
        "# Load an example image\n",
        "img = data.moon()\n",
        "\n",
        "# Contrast stretching\n",
        "p2, p98 = np.percentile(img, (2, 98))\n",
        "img_rescale = exposure.rescale_intensity(img, in_range=(p2, p98))\n",
        "\n",
        "# Equalization\n",
        "img_eq = exposure.equalize_hist(img)\n",
        "\n",
        "# Adaptive Equalization\n",
        "img_adapteq = exposure.equalize_adapthist(img, clip_limit=0.03)\n",
        "\n",
        "# Display results\n",
        "fig = plt.figure(figsize=(8, 5))\n",
        "axes = np.zeros((2, 4), dtype=np.object)\n",
        "axes[0, 0] = fig.add_subplot(2, 4, 1)\n",
        "for i in range(1, 4):\n",
        "    axes[0, i] = fig.add_subplot(2, 4, 1+i, sharex=axes[0,0], sharey=axes[0,0])\n",
        "for i in range(0, 4):\n",
        "    axes[1, i] = fig.add_subplot(2, 4, 5+i)\n",
        "\n",
        "ax_img, ax_hist, ax_cdf = plot_img_and_hist(img, axes[:, 0])\n",
        "ax_img.set_title('Low contrast image')\n",
        "\n",
        "y_min, y_max = ax_hist.get_ylim()\n",
        "ax_hist.set_ylabel('Number of pixels')\n",
        "ax_hist.set_yticks(np.linspace(0, y_max, 5))\n",
        "\n",
        "ax_img, ax_hist, ax_cdf = plot_img_and_hist(img_rescale, axes[:, 1])\n",
        "ax_img.set_title('Contrast stretching')\n",
        "\n",
        "ax_img, ax_hist, ax_cdf = plot_img_and_hist(img_eq, axes[:, 2])\n",
        "ax_img.set_title('Histogram equalization')\n",
        "\n",
        "ax_img, ax_hist, ax_cdf = plot_img_and_hist(img_adapteq, axes[:, 3])\n",
        "ax_img.set_title('Adaptive equalization')\n",
        "\n",
        "ax_cdf.set_ylabel('Fraction of total intensity')\n",
        "ax_cdf.set_yticks(np.linspace(0, 1, 5))\n",
        "\n",
        "# prevent overlap of y-axis labels\n",
        "fig.tight_layout()\n",
        "plt.show()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 576x360 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}